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Stockholders' Equity (Tables) | 9 Months Ended
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Sep. 30, 2022
Summary of Stock Option Award Activity | The following table summarizes the stock option award activity under the Stock Plans during the nine months ended September 30, 2022:
|  | Class A Number of Shares |  |  | Class B Number of Shares |  |  | Weighted- Average Exercise Price |  |  | Weighted- Average Remaining Contractual Term (in years) |  |  | Aggregate Intrinsic Value (1) |
|  | (in thousands, except per share data) |
Outstanding at December 31, 2021 |  |  | 3,676 |  |  |  | 628 |  |  | $ | 10.59 |  |  |  | 4.19 |  |  | $ | 157,374 |
Granted |  |  | 119 |  |  |  | — |  |  | $ | 15.03 |  |  |  | — |  |  | $ | — |
Exercised |  |  | (286 | ) |  |  | (10 | ) |  | $ | 13.13 |  |  |  | — |  |  | $ | — |
Forfeited |  |  | (43 | ) |  |  | — |  |  | $ | 12.82 |  |  |  | — |  |  | $ | — |
Outstanding at September 30, 2022 |  |  | 3,466 |  |  |  | 618 |  |  | $ | 10.51 |  |  |  | 3.38 |  |  | $ | 11,250 |
(1) | The aggregate intrinsic value is calculated as the difference between the exercise price of the underlying stock option awards and the closing market price of our Class A common stock as of December 31, 2021 and September 30, 2022, respectively.
Summary of Total Stock-based Compensation Expense | Total stock-based compensation expense by function was as follows:
| Three Months Ended September 30, |  |  | Nine Months Ended September 30, |
| 2022 |  |  | 2021 |  |  | 2022 |  |  | 2021 |
| (in thousands) |
Cost of revenue | $ | 2,745 |  |  | $ | 9,132 |  |  | $ | 8,040 |  |  | $ | 14,635 |
Research and development |  | 246,783 |  |  |  | 198,893 |  |  |  | 651,299 |  |  |  | 537,177 |
Sales and marketing |  | 43,098 |  |  |  | 51,675 |  |  |  | 133,746 |  |  |  | 118,250 |
General and administrative |  | 50,333 |  |  |  | 41,198 |  |  |  | 144,128 |  |  |  | 124,509 |
Total | $ | 342,959 |  |  | $ | 300,898 |  |  | $ | 937,213 |  |  | $ | 794,571 |
Restricted Stock Units and Restricted Stock Awards |
Summary of RSU and RSA Activity | Restricted Stock Units and Restricted Stock Awards The following table summarizes the RSU and RSA activity during the nine months ended September 30, 2022:
|  | Class A Outstanding |  |  | Weighted- Average Grant Date Fair Value |
|  | (in thousands, except per share data) |
Unvested at December 31, 2021 |  |  | 86,180 |  |  | $ | 26.07 |
Granted |  |  | 67,165 |  |  | $ | 18.88 |
Vested |  |  | (40,756 | ) |  | $ | 20.81 |
Forfeited |  |  | (18,446 | ) |  | $ | 26.00 |
Unvested at September 30, 2022 |  |  | 94,143 |  |  | $ | 23.23 |

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